Igtools Enquete «ORIGINAL — 2025»

Automated votes do not come from real people. This results in "inflated numbers" without genuine audience interest or potential for conversion.

Data handling and CSV analysis (10 marks) You receive a CSV export from "IGTools Enquete" with columns: follower_id, follow_timestamp (UTC ISO8601), inferred_country, bot_likelihood_score (0–1). a. Provide a concise pseudocode routine to parse this CSV, remove duplicate follower_id entries keeping the most recent follow_timestamp, and compute per-country bot rate (average bot_likelihood_score per country). b. Explain how you would validate the integrity and provenance of the CSV file to assess whether its contents were altered after generation. igtools enquete

is essentially a poll or survey. In the context of Instagram, this usually refers to the Poll Sticker Automated votes do not come from real people

While legitimate marketing platforms (like Hootsuite or Buffer) allow for story scheduling, they do not support "vote bots" because they adhere to Instagram's API rules. Explain how you would validate the integrity and

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